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MCIBox:一种用于单分子多通路染色质相互作用可视化和微区鉴定的工具包。

MCIBox: a toolkit for single-molecule multi-way chromatin interaction visualization and micro-domains identification.

机构信息

Shenzhen Key Laboratory of Gene Regulation and Systems Biology, Department of Biology, School of Life Sciences, Southern University of Science and Technology, 1088 Xueyuan Rd, Nanshan District, Shenzhen, 518055, Guangdong, China.

National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, No.1 Shizishan Street, Hongshan District, Wuhan, 430070, Hubei, China.

出版信息

Brief Bioinform. 2022 Nov 19;23(6). doi: 10.1093/bib/bbac380.

Abstract

The emerging ligation-free three-dimensional (3D) genome mapping technologies can identify multiplex chromatin interactions with single-molecule precision. These technologies not only offer new insight into high-dimensional chromatin organization and gene regulation, but also introduce new challenges in data visualization and analysis. To overcome these challenges, we developed MCIBox, a toolkit for multi-way chromatin interaction (MCI) analysis, including a visualization tool and a platform for identifying micro-domains with clustered single-molecule chromatin complexes. MCIBox is based on various clustering algorithms integrated with dimensionality reduction methods that can display multiplex chromatin interactions at single-molecule level, allowing users to explore chromatin extrusion patterns and super-enhancers regulation modes in transcription, and to identify single-molecule chromatin complexes that are clustered into micro-domains. Furthermore, MCIBox incorporates a two-dimensional kernel density estimation algorithm to identify micro-domains boundaries automatically. These micro-domains were stratified with distinctive signatures of transcription activity and contained different cell-cycle-associated genes. Taken together, MCIBox represents an invaluable tool for the study of multiple chromatin interactions and inaugurates a previously unappreciated view of 3D genome structure.

摘要

新兴的无连接三维(3D)基因组图谱技术可以以单分子精度识别多重染色质相互作用。这些技术不仅为高维染色质组织和基因调控提供了新的见解,也为数据可视化和分析带来了新的挑战。为了克服这些挑战,我们开发了 MCIBox,这是一个用于多向染色质相互作用(MCI)分析的工具包,包括一个可视化工具和一个用于识别具有聚类单分子染色质复合物的微区的平台。MCIBox 基于各种聚类算法与降维方法相结合,可以在单分子水平上显示多重染色质相互作用,允许用户探索染色质挤压模式和转录中超增强子的调控模式,并识别聚类成微区的单分子染色质复合物。此外,MCIBox 还包含二维核密度估计算法,可自动识别微区边界。这些微区具有不同的转录活性特征,并包含不同的细胞周期相关基因。总之,MCIBox 是研究多种染色质相互作用的宝贵工具,并开创了 3D 基因组结构的新视角。

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